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The CN2 Induction Algorithm (1989)  (Make Corrections)  (233 citations)
Peter Clark, Tim Niblett
Machine Learning



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Abstract: Systems for inducing concept descriptions from examples are valuable tools for assisting in the task of knowledge acquisition for expert systems. This paper presents a description and empirical evaluation of a new induction system, cn2, designed for the efficient induction of simple, comprehensible production rules in domains where problems of poor description language and/or noise may be present. Implementations of the cn2, id3 and aq algorithms are compared on three medical classification... (Update)

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BibTeX entry:   (Update)

Clark, P. and Niblett, T. The CN2 induction algorithm. Machine Learning, 3(4):261--284, March 1989. http://citeseer.ist.psu.edu/clark89cn.html   More

@article{ clark89cn,
    author = "Peter Clark and Tim Niblett",
    title = "The CN2 Induction Algorithm",
    journal = "Machine Learning",
    volume = "3",
    pages = "261-283",
    year = "1989",
    url = "citeseer.ist.psu.edu/clark89cn.html" }
Citations (may not include all citations):
215   Learning decision lists - Rivest - 1987
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81   Sequential Analysis (context) - Wald - 1947
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51   Assistant 86: A knowledgeelicitation tool for sophisticated .. (context) - Cestnik, Kononenko et al. - 1987
41   Learning decision rules in noisy domains (context) - Niblett, Bratko - 1987
36   the quasi-minimal solution of the general covering problem (context) - Michalski - 1969
36   Constructing decision trees in noisy domains (context) - Niblett - 1987  DBLP
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18   Trading off simplicity and coverage in incremental concept l.. (context) - Iba, Wogulis et al. - 1988  DBLP
18   Learning efficient classification procedures and their appli.. (context) - Quinlan - 1983
17   Experiments in automatic learning of medical diagnostic rule.. (context) - Kononenko, Bratko et al. - 1984
8   Incremental generation of vl 1 hypotheses: the underlying me.. (context) - Michalski, Larson - 1983
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4   Some applications with inductive expert system shells (context) - Mowforth - 1986
4   Probability and Statistical Inference (context) - Kalbfleish - 1979
2   A critical review of cn2: A polythetic classifier system (context) - Chan - 1988
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1   ACLS Manual (context) - Paterson, Niblett - 1982



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